{"id":"W4414181697","doi":"10.1192/j.eurpsy.2025.1871","title":"Behavioral variant frontotemporal neurocognitive disorder or psychiatric disorder: a diagnostic challenge","year":2025,"lang":"en","type":"article","venue":"European Psychiatry","topic":"Genetics and Neurodevelopmental Disorders","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Neurocognitive; Frontotemporal dementia; Irritability; Bipolar disorder; Apathy; Borderline personality disorder; Cognition; Impulsivity; Family history","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001186181,0.001330587,0.00113904,0.002026208,0.001983032,0.001595288,0.002144259,0.003862211,0.002171751],"category_scores_gemma":[0.005022365,0.0003656226,0.0004214554,0.001338751,0.001690406,0.002657446,0.001882209,0.003210822,0.0009599993],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001484905,"about_ca_system_score_gemma":0.001627389,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002823944,"about_ca_topic_score_gemma":0.004738986,"domain_scores_codex":[0.9993363,0.00010161,0.0001131415,0.00009126904,0.0001556467,0.0002019689],"domain_scores_gemma":[0.9983715,0.0006327328,0.0003144823,0.0000450057,0.0002841362,0.0003521806],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"case_report","study_design_gemma":"case_report","study_design_scores_codex":[0.0001544525,0.0001474577,0.07087993,0.0007451297,0.00004866869,0.8153389,0.0008581614,0.0005559493,0.00221177,0.004347389,0.02007101,0.08464119],"study_design_scores_gemma":[0.00004006932,0.00006140104,0.01909258,0.001261358,0.00004354949,0.9553742,0.002740468,0.001418187,0.0003222643,0.008555383,0.01104486,0.00004567109],"study_design_candidate":"case_report","study_design_consensus":"case_report","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5046473,0.2305429,0.01945565,0.1915276,0.005291617,0.000642642,0.00126932,0.0005871527,0.04603578],"genre_scores_gemma":[0.8957669,0.05348798,0.01564973,0.01975815,0.01158985,0.0002258228,0.000915052,0.00005846893,0.002547964],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003862211,"threshold_uncertainty_score":0.01077378,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008398945000476579,"score_gpt":0.2546510402237758,"score_spread":0.2462520952232992,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}